On the Design and Performance of QRD-Based Beamforming Feedback for Wi-Fi Sensing

被引:0
|
作者
Jiang, Yihang [1 ,2 ,3 ]
Gong, Yi [3 ]
Zeng, Yuan [4 ]
Lv, Yi [5 ]
Han, Tony Xiao [5 ]
Ding, Rentian [5 ]
Du, Rui [5 ]
机构
[1] Chinese Univ Hong Kong Shenzhen, Sch Sci & Engn, Shenzhen 518172, Peoples R China
[2] Chinese Univ Hong Kong Shenzhen, Shenzhen Res Inst Big Data, Shenzhen 518172, Peoples R China
[3] Southern Univ Sci & Technol, Dept Elect & Elect Engn, Shenzhen 518055, Peoples R China
[4] Southern Univ Sci & Technol, Res Inst Trustworthy Autonomous Syst, Shenzhen 518055, Peoples R China
[5] Huawei Technol Co Ltd, Wireless Technol Lab, Shenzhen 518129, Peoples R China
基金
中国国家自然科学基金;
关键词
Wi-Fi sensing; channel state information; beamforming matrix; QR decomposition; RECOGNITION;
D O I
10.1109/TWC.2023.3325345
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Recently, channel state information (CSI) extracted from Wi-Fi signals has enabled a variety of Wi-Fi sensing applications beyond communications. However, the extraction of CSI relies on specific Wi-Fi devices, which severely limits the CSI-based sensing applications. In this paper, we exploit the beamforming matrix, a compressed version of CSI that is fed back from the beamformee to the beamformer without encryption, for Wi-Fi sensing. In order to recover more channel information from the beamforming matrix for sensing, a QR decomposition (QRD)-based beamforming feedback scheme is proposed in this paper. We analyze the effectiveness of the proposed QRD-based scheme in terms of sensing and communication performance. Simulation results show that the Doppler frequency shift, time of flight, angle of departure, as well as the amplitude information can be recovered using the proposed scheme and at the same time, the spectral efficiency of the proposed QRD-based scheme is comparable to that of the existing SVD-based scheme. We implement the proposed scheme on IEEE 802.11ac/ax based Wi-Fi devices. The experimental results on human respiration and finger tracking demonstrate that the proposed scheme works well for practical Wi-Fi sensing.
引用
收藏
页码:5261 / 5271
页数:11
相关论文
共 50 条
  • [41] Study of Implicit Sounding Feedback in Wi-Fi Networks
    Endovitskiy, E. O.
    Klimakov, A. V.
    Loginov, V. A.
    Khorov, E. M.
    Shmelkin, D. A.
    JOURNAL OF COMMUNICATIONS TECHNOLOGY AND ELECTRONICS, 2022, 67 (SUPPL 2) : S233 - S240
  • [42] Implementation of Interactive Classroom Design based on WI-FI Service
    Chen Shuai
    Zhang Shuifeng
    Wu Tianfang
    2018 INTERNATIONAL SYMPOSIUM ON POWER ELECTRONICS AND CONTROL ENGINEERING (ISPECE 2018), 2019, 1187
  • [43] Network Throughput Improvement in Wi-Fi 6 over Wi-Fi 5: A Comparative Performance Analysis
    Bandyopadhyay, Dwaipayan
    De, Sammilita
    Roy, Sinjini Hom
    Biswas, Deepshikha
    Bhose, Madhura
    Karmakar, Raja
    2023 INTERNATIONAL CONFERENCE ON COMPUTER, ELECTRICAL & COMMUNICATION ENGINEERING, ICCECE, 2023,
  • [44] Wi-Sneeze - Sneeze Sensing using Wi-Fi Signals
    Tan, Danny Kai Pin
    Du, Rui
    Sun, Yingxiang
    Han, Tony Xiao
    Yang, David Xun
    Tong, Wen
    Ding, Wenbo
    Li, Yang
    Zhang, Yun
    2020 IEEE GLOBECOM WORKSHOPS (GC WKSHPS), 2020,
  • [45] Wi-Fi DSAR: Wi-Fi based Indoor Localization using Denoising Supervised Autoencoder
    Wang, Yun-Hao
    Yang, Ta-Wei
    Chou, Cheng-Fu
    Chang, Ing-Chau
    2021 30TH WIRELESS AND OPTICAL COMMUNICATIONS CONFERENCE (WOCC 2021), 2021, : 188 - 192
  • [46] Array Antennas Based Joint Beamforming for IEEE 802.11n Wi-Fi
    Guo, Cheng
    Zhao, Liqiang
    Chen, Whai-En
    PROCEEDINGS OF THE 11TH EAI INTERNATIONAL CONFERENCE ON HETEROGENEOUS NETWORKING FOR QUALITY, RELIABILITY, SECURITY AND ROBUSTNESS, 2015, : 201 - 205
  • [47] Wi-Fi RTT Ranging Performance Characterization and Positioning System Design
    Ma, Chengqi
    Wu, Bang
    Poslad, Stefan
    Selviah, David R.
    IEEE TRANSACTIONS ON MOBILE COMPUTING, 2022, 21 (02) : 740 - 756
  • [48] A Hybrid Indoor Positioning System based on Wi-Fi Hotspot and Wi-Fi fixed nodes
    Doiphode, Siddhesh R.
    Bakal, J. W.
    Gedam, Madhuri
    PROCEEDINGS OF 2ND IEEE INTERNATIONAL CONFERENCE ON ENGINEERING & TECHNOLOGY ICETECH-2016, 2016, : 56 - 60
  • [49] Tracking of Proxy RP in Wi-Fi Based Indoor Localization of a Wi-Fi Mobile Device
    Bong, Wonsun
    Park, Injun
    Kim, Yong Cheol
    INFORMATION-AN INTERNATIONAL INTERDISCIPLINARY JOURNAL, 2011, 14 (05): : 1425 - 1438
  • [50] Impact of Surrounding Information on Wi-Fi Sensing Efficiency
    Jeong, Jaeseong
    Lee, Joohyun
    Kim, Yeongjin
    Lee, Jae Woong
    Chong, Song
    2013 INTERNATIONAL CONFERENCE ON ICT CONVERGENCE (ICTC 2013): FUTURE CREATIVE CONVERGENCE TECHNOLOGIES FOR NEW ICT ECOSYSTEMS, 2013, : 411 - 416